{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2ba16e8940>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = cv2.cvtColor(cv2.imread(\"semarak-jawi.2.jpg\"), cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "SMALL_HEIGHT = 800\n",
    "\n",
    "def resize(img, height=SMALL_HEIGHT, allways=False):\n",
    "    \"\"\"Resize image to given height.\"\"\"\n",
    "    if (img.shape[0] > height or allways):\n",
    "        rat = height / img.shape[0]\n",
    "        return cv2.resize(img, (int(rat * img.shape[1]), height))\n",
    "    \n",
    "    return img\n",
    "\n",
    "def implt(img, cmp=None, t=''):\n",
    "    \"\"\"Show image using plt.\"\"\"\n",
    "    plt.imshow(img, cmap=cmp)\n",
    "    plt.title(t)\n",
    "    plt.show()\n",
    "    \n",
    "def ratio(img, height=SMALL_HEIGHT):\n",
    "    \"\"\"Getting scale ratio.\"\"\"\n",
    "    return img.shape[0] / height\n",
    "\n",
    "def edges_det(img, min_val, max_val):\n",
    "    \"\"\" Preprocessing (gray, thresh, filter, border) + Canny edge detection \"\"\"\n",
    "    img = cv2.cvtColor(resize(img), cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    # Applying blur and threshold\n",
    "    img = cv2.bilateralFilter(img, 9, 75, 75)\n",
    "    img = cv2.adaptiveThreshold(img, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 115, 4)\n",
    "    implt(img, 'gray', 'Adaptive Threshold')\n",
    "\n",
    "    # Median blur replace center pixel by median of pixels under kelner\n",
    "    # => removes thin details\n",
    "    img = cv2.medianBlur(img, 11)\n",
    "\n",
    "    # Add black border - detection of border touching pages\n",
    "    # Contour can't touch side of image\n",
    "    img = cv2.copyMakeBorder(img, 5, 5, 5, 5, cv2.BORDER_CONSTANT, value=[0, 0, 0])\n",
    "    implt(img, 'gray', 'Median Blur + Border')\n",
    "\n",
    "    return cv2.Canny(img, min_val, max_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges_image = edges_det(image, 200, 250)\n",
    "\n",
    "# Close gaps between edges (double page clouse => rectangle kernel)\n",
    "edges_image = cv2.morphologyEx(edges_image, cv2.MORPH_CLOSE, np.ones((5, 11)))\n",
    "implt(edges_image, 'gray', 'Edges')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def four_corners_sort(pts):\n",
    "    \"\"\" Sort corners: top-left, bot-left, bot-right, top-right\"\"\"\n",
    "    diff = np.diff(pts, axis=1)\n",
    "    summ = pts.sum(axis=1)\n",
    "    return np.array([pts[np.argmin(summ)],\n",
    "                     pts[np.argmax(diff)],\n",
    "                     pts[np.argmax(summ)],\n",
    "                     pts[np.argmin(diff)]])\n",
    "\n",
    "\n",
    "def contour_offset(cnt, offset):\n",
    "    \"\"\" Offset contour because of 5px border \"\"\"\n",
    "    cnt += offset\n",
    "    cnt[cnt < 0] = 0\n",
    "    return cnt\n",
    "\n",
    "\n",
    "def find_page_contours(edges, img):\n",
    "    \"\"\" Finding corner points of page contour \"\"\"\n",
    "    # Getting contours  \n",
    "    contours, hierarchy = cv2.findContours(edges, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n",
    "    \n",
    "    # Finding biggest rectangle otherwise return original corners\n",
    "    height = edges.shape[0]\n",
    "    width = edges.shape[1]\n",
    "    MIN_COUNTOUR_AREA = height * width * 0.5\n",
    "    MAX_COUNTOUR_AREA = (width - 10) * (height - 10)\n",
    "\n",
    "    max_area = MIN_COUNTOUR_AREA\n",
    "    page_contour = np.array([[0, 0],\n",
    "                            [0, height-5],\n",
    "                            [width-5, height-5],\n",
    "                            [width-5, 0]])\n",
    "\n",
    "    for cnt in contours:\n",
    "        perimeter = cv2.arcLength(cnt, True)\n",
    "        approx = cv2.approxPolyDP(cnt, 0.03 * perimeter, True)\n",
    "\n",
    "        # Page has 4 corners and it is convex\n",
    "        if (len(approx) == 4 and\n",
    "                cv2.isContourConvex(approx) and\n",
    "                max_area < cv2.contourArea(approx) < MAX_COUNTOUR_AREA):\n",
    "            \n",
    "            max_area = cv2.contourArea(approx)\n",
    "            page_contour = approx[:, 0]\n",
    "\n",
    "    # Sort corners and offset them\n",
    "    page_contour = four_corners_sort(page_contour)\n",
    "    return contour_offset(page_contour, (-5, -5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PAGE CONTOUR:\n",
      "[[   0    1]\n",
      " [   0  799]\n",
      " [1146  798]\n",
      " [1145    0]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "page_contour = find_page_contours(edges_image, resize(image))\n",
    "print(\"PAGE CONTOUR:\")\n",
    "print(page_contour)\n",
    "implt(cv2.drawContours(resize(image), [page_contour], -1, (0, 255, 0), 3))\n",
    "\n",
    "       \n",
    "# Recalculate to original scale\n",
    "page_contour = page_contour.dot(ratio(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def persp_transform(img, s_points):\n",
    "    \"\"\" Transform perspective from start points to target points \"\"\"\n",
    "    # Euclidean distance - calculate maximum height and width\n",
    "    height = max(np.linalg.norm(s_points[0] - s_points[1]),\n",
    "                 np.linalg.norm(s_points[2] - s_points[3]))\n",
    "    width = max(np.linalg.norm(s_points[1] - s_points[2]),\n",
    "                 np.linalg.norm(s_points[3] - s_points[0]))\n",
    "    \n",
    "    # Create target points\n",
    "    t_points = np.array([[0, 0],\n",
    "                        [0, height],\n",
    "                        [width, height],\n",
    "                        [width, 0]], np.float32)\n",
    "    \n",
    "    # getPerspectiveTransform() needs float32\n",
    "    if s_points.dtype != np.float32:\n",
    "        s_points = s_points.astype(np.float32)\n",
    "    \n",
    "    M = cv2.getPerspectiveTransform(s_points, t_points) \n",
    "    return cv2.warpPerspective(img, M, (int(width), int(height)))\n",
    "    \n",
    "    \n",
    "newImage = persp_transform(image, page_contour)\n",
    "#image = newImage\n",
    "#implt(newImage, t='Result')\n",
    "\n",
    "image = newImage\n",
    "implt(image, t='Result')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.cvtColor(newImage, cv2.COLOR_RGB2GRAY)\n",
    "implt(img, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sobel(channel):\n",
    "    \"\"\" The Sobel Operator\"\"\"\n",
    "    sobelX = cv2.Sobel(channel, cv2.CV_16S, 1, 0)\n",
    "    sobelY = cv2.Sobel(channel, cv2.CV_16S, 0, 1)\n",
    "    # Combine x, y gradient magnitudes sqrt(x^2 + y^2)\n",
    "    sobel = np.hypot(sobelX, sobelY)\n",
    "    sobel[sobel > 255] = 255\n",
    "    return np.uint8(sobel)\n",
    "\n",
    "\n",
    "def edge_detect(im):\n",
    "    \"\"\" \n",
    "    Edge detection \n",
    "    The Sobel operator is applied for each image layer (RGB)\n",
    "    \"\"\"\n",
    "    return np.max(np.array([sobel(im[:,:, 0]), sobel(im[:,:, 1]), sobel(im[:,:, 2]) ]), axis=0)\n",
    "\n",
    "# Image pre-processing - blur, edges, threshold, closing\n",
    "#blurred = cv2.GaussianBlur(image, (1,1), 20)\n",
    "edges = edge_detect(image)\n",
    "ret, edges = cv2.threshold(edges, 50, 255, cv2.THRESH_BINARY)\n",
    "bw_image = cv2.morphologyEx(edges, cv2.MORPH_CLOSE, np.ones((5, 4), np.uint8))\n",
    "\n",
    "implt(edges, 'gray', 'Sobel operator')\n",
    "implt(bw_image, 'gray', 'Final closing')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "def union(a,b):\n",
    "    x = min(a[0], b[0])\n",
    "    y = min(a[1], b[1])\n",
    "    w = max(a[0]+a[2], b[0]+b[2]) - x\n",
    "    h = max(a[1]+a[3], b[1]+b[3]) - y\n",
    "    return [x, y, w, h]\n",
    "\n",
    "def intersect(a,b):\n",
    "    x = max(a[0], b[0])\n",
    "    y = max(a[1], b[1])\n",
    "    w = min(a[0]+a[2], b[0]+b[2]) - x\n",
    "    h = min(a[1]+a[3], b[1]+b[3]) - y\n",
    "    print(w)\n",
    "    if w<0 or h<0:\n",
    "        return False\n",
    "    return True\n",
    "\n",
    "def group_rectangles(rec):\n",
    "    \"\"\"\n",
    "    Uion intersecting rectangles\n",
    "    Args:\n",
    "        rec - list of rectangles in form [x, y, w, h]\n",
    "    Return:\n",
    "        list of grouped ractangles \n",
    "    \"\"\"\n",
    "    tested = [False for i in range(len(rec))]\n",
    "    final = []\n",
    "    i = 0\n",
    "    while i < len(rec):\n",
    "        if not tested[i]:\n",
    "            j = i+1\n",
    "            while j < len(rec):\n",
    "                if not tested[j] and intersect(rec[i], rec[j]):\n",
    "                    rec[i] = union(rec[i], rec[j])\n",
    "                    tested[j] = True\n",
    "                    j = i\n",
    "                j += 1\n",
    "            final += [rec[i]]\n",
    "        i += 1\n",
    "            \n",
    "    return final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_detect(img, original):\n",
    "    \"\"\" Text detection using contours \"\"\"\n",
    "    # Resize image\n",
    "    small = resize(img, 2000)\n",
    "    image = resize(original, 2000)\n",
    "    cp_image = image.copy()\n",
    "    \n",
    "    # Finding contours\n",
    "    mask = np.zeros(small.shape, np.uint8)\n",
    "    cnt, hierarchy = cv2.findContours(np.copy(small), cv2.RETR_CCOMP, cv2.CHAIN_APPROX_SIMPLE)\n",
    "    \n",
    "    implt(img, 'gray')\n",
    "    \n",
    "    # Variables for contour index and words' bounding boxes\n",
    "    index = 0    \n",
    "    boxes = []\n",
    "    # CCOMP hierarchy: [Next, Previous, First Child, Parent]\n",
    "    # cv2.RETR_CCOMP - contours into 2 levels\n",
    "    # Go through all contours in first level\n",
    "    while (index >= 0):\n",
    "        x,y,w,h = cv2.boundingRect(cnt[index])\n",
    "        # Get only the contour\n",
    "        cv2.drawContours(mask, cnt, index, (255, 255, 255), cv2.FILLED)\n",
    "        maskROI = mask[y:y+h, x:x+w]\n",
    "        # Ratio of white pixels to area of bounding rectangle\n",
    "        r = cv2.countNonZero(maskROI) / (w * h)\n",
    "        \n",
    "        # Limits for text (white pixel ratio, width, height)\n",
    "        # TODO Test h/w and w/h ratios\n",
    "        if r > 0.1 and 2000 > w > 10 and 1600 > h > 10 and h/w < 3 and w/h < 10:\n",
    "            boxes += [[x, y, w, h]]\n",
    "        \n",
    "        # Index of next contour\n",
    "        index = hierarchy[0][index][0]\n",
    "        \n",
    "    # Group intersecting rectangles\n",
    "    #boxes = group_rectangles(boxes)\n",
    "    bounding_boxes = np.array([0,0,0,0])\n",
    "    for (x, y, w, h) in boxes:\n",
    "        cv2.rectangle(cp_image, (x, y),(x+w,y+h), (0, 255, 0), 8)\n",
    "        bounding_boxes = np.vstack((bounding_boxes, np.array([x, y, x+w, y+h])))\n",
    "\n",
    "    implt(cp_image, t='Bounding rectangles')\n",
    "\n",
    "    # Recalculate coordinates to original scale\n",
    "    boxes = bounding_boxes.dot(ratio(image, small.shape[0])).astype(np.int64)\n",
    "    return boxes[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of boxes: 131\n"
     ]
    }
   ],
   "source": [
    "boxes = text_detect(bw_image, image)\n",
    "print(\"Number of boxes:\", len(boxes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort_words(box):\n",
    "    boxes = box.copy()\n",
    "    \"\"\"Sort boxes - (x, y, x+w, y+h) from left to right, top to bottom.\"\"\"\n",
    "    mean_height = sum([y2 - y1 for _, y1, _, y2 in boxes]) / len(boxes)\n",
    "    \n",
    "    boxes.view('i8,i8,i8,i8').sort(order=['f1'], axis=0)\n",
    "    current_line = boxes[0][1]\n",
    "    lines = []\n",
    "    tmp_line = []\n",
    "    for box in boxes:\n",
    "        if box[1] > current_line + mean_height:\n",
    "            lines.append(tmp_line)\n",
    "            tmp_line = [box]\n",
    "            current_line = box[1]            \n",
    "            continue\n",
    "        tmp_line.append(box)\n",
    "    lines.append(tmp_line)\n",
    "        \n",
    "    for line in lines:\n",
    "        line.sort(key=lambda box: box[0])\n",
    "        \n",
    "    return lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[array([ 21,  18, 104,  71]),\n",
       "  array([114,  27, 188,  72]),\n",
       "  array([199,  20, 294,  71]),\n",
       "  array([302,  22, 342,  77]),\n",
       "  array([353,  23, 466,  69]),\n",
       "  array([475,  15, 535,  79]),\n",
       "  array([545,  14, 670,  71]),\n",
       "  array([680,  27, 763,  70]),\n",
       "  array([773,  27, 887,  70]),\n",
       "  array([897,  27, 973,  73]),\n",
       "  array([ 982,   23, 1066,   69]),\n",
       "  array([1075,   25, 1158,   71])],\n",
       " [array([ 21, 103,  81, 152]),\n",
       "  array([ 90, 102, 185, 152]),\n",
       "  array([192, 104, 266, 150]),\n",
       "  array([277,  97, 388, 152]),\n",
       "  array([398,  97, 441, 152]),\n",
       "  array([449, 109, 490, 153]),\n",
       "  array([500, 104, 665, 153]),\n",
       "  array([674, 101, 779, 150]),\n",
       "  array([789, 109, 837, 151]),\n",
       "  array([849, 109, 946, 153]),\n",
       "  array([ 956,   97, 1038,  149]),\n",
       "  array([1048,   96, 1157,  151])],\n",
       " [array([ 18, 191,  40, 224]),\n",
       "  array([ 53, 184, 174, 242]),\n",
       "  array([185, 190, 226, 234]),\n",
       "  array([237, 185, 321, 234]),\n",
       "  array([344, 186, 427, 244]),\n",
       "  array([439, 185, 498, 234]),\n",
       "  array([509, 187, 625, 232]),\n",
       "  array([636, 198, 721, 241]),\n",
       "  array([733, 179, 837, 236]),\n",
       "  array([848, 191, 923, 236]),\n",
       "  array([ 935,  184, 1030,  234]),\n",
       "  array([1039,  179, 1158,  235])],\n",
       " [array([ 21, 266,  78, 314]),\n",
       "  array([ 89, 260, 231, 315]),\n",
       "  array([245, 268, 292, 314]),\n",
       "  array([304, 272, 335, 326]),\n",
       "  array([343, 270, 361, 302]),\n",
       "  array([366, 265, 461, 316]),\n",
       "  array([472, 260, 565, 316]),\n",
       "  array([577, 260, 688, 326]),\n",
       "  array([689, 272, 753, 314]),\n",
       "  array([768, 259, 856, 319]),\n",
       "  array([858, 278, 901, 317]),\n",
       "  array([910, 272, 963, 311]),\n",
       "  array([973, 268, 998, 312]),\n",
       "  array([1011,  267, 1082,  323]),\n",
       "  array([1095,  261, 1167,  322])],\n",
       " [array([ 23, 360,  98, 405]),\n",
       "  array([109, 348, 232, 400]),\n",
       "  array([244, 348, 334, 397]),\n",
       "  array([344, 352, 362, 384]),\n",
       "  array([366, 343, 450, 396]),\n",
       "  array([460, 361, 554, 397]),\n",
       "  array([564, 342, 676, 397]),\n",
       "  array([686, 342, 793, 408]),\n",
       "  array([795, 349, 882, 397]),\n",
       "  array([ 892,  344, 1018,  396]),\n",
       "  array([1031,  341, 1119,  401]),\n",
       "  array([1117,  360, 1159,  396])],\n",
       " [array([ 23, 430,  41, 464]),\n",
       "  array([ 36, 450,  82, 477]),\n",
       "  array([ 79, 454, 107, 477]),\n",
       "  array([120, 430, 197, 479]),\n",
       "  array([211, 433, 321, 472]),\n",
       "  array([245, 434, 257, 448]),\n",
       "  array([335, 435, 382, 477]),\n",
       "  array([398, 435, 506, 477]),\n",
       "  array([522, 430, 541, 465]),\n",
       "  array([536, 451, 582, 478]),\n",
       "  array([595, 430, 670, 479]),\n",
       "  array([684, 435, 729, 477]),\n",
       "  array([726, 431, 775, 478]),\n",
       "  array([790, 431, 874, 472]),\n",
       "  array([887, 424, 969, 479]),\n",
       "  array([ 981,  424, 1092,  489]),\n",
       "  array([1093,  435, 1157,  478])],\n",
       " [array([ 21, 511,  57, 557]),\n",
       "  array([ 53, 513, 101, 559]),\n",
       "  array([115, 508, 222, 570]),\n",
       "  array([239, 513, 281, 559]),\n",
       "  array([297, 505, 356, 568]),\n",
       "  array([372, 504, 488, 560]),\n",
       "  array([504, 514, 576, 548]),\n",
       "  array([592, 517, 634, 560]),\n",
       "  array([649, 517, 724, 563]),\n",
       "  array([740, 512, 824, 559]),\n",
       "  array([839, 514, 921, 560]),\n",
       "  array([937, 513, 974, 551]),\n",
       "  array([ 971,  517, 1036,  559]),\n",
       "  array([1051,  517, 1157,  559])],\n",
       " [array([ 21, 586, 163, 642]),\n",
       "  array([179, 595, 251, 629]),\n",
       "  array([188, 600, 202, 611]),\n",
       "  array([265, 593, 304, 629]),\n",
       "  array([300, 598, 365, 640]),\n",
       "  array([380, 586, 458, 640]),\n",
       "  array([473, 598, 511, 643]),\n",
       "  array([528, 598, 596, 635]),\n",
       "  array([609, 595, 694, 652]),\n",
       "  array([709, 598, 794, 643]),\n",
       "  array([809, 592, 904, 642]),\n",
       "  array([917, 592, 976, 643]),\n",
       "  array([ 990,  599, 1033,  642]),\n",
       "  array([1045,  594, 1156,  630])],\n",
       " [array([ 22, 666,  89, 733]),\n",
       "  array([ 97, 679, 138, 723]),\n",
       "  array([148, 672, 243, 723]),\n",
       "  array([252, 676, 311, 722]),\n",
       "  array([322, 674, 398, 725]),\n",
       "  array([409, 667, 671, 722]),\n",
       "  array([680, 671, 764, 724]),\n",
       "  array([774, 680, 848, 725]),\n",
       "  array([859, 673, 954, 723]),\n",
       "  array([ 962,  676, 1075,  722]),\n",
       "  array([1085,  666, 1161,  727])],\n",
       " [array([ 65, 751, 182, 807]),\n",
       "  array([182, 750, 270, 800]),\n",
       "  array([280, 761, 322, 805]),\n",
       "  array([332, 755, 404, 803]),\n",
       "  array([414, 759, 475, 797]),\n",
       "  array([487, 756, 563, 804]),\n",
       "  array([575, 749, 677, 805]),\n",
       "  array([688, 765, 805, 805]),\n",
       "  array([818, 770, 896, 808]),\n",
       "  array([ 906,  755, 1001,  805]),\n",
       "  array([1011,  762, 1088,  804]),\n",
       "  array([1100,  755, 1158,  812])]]"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_boxes = sort_words(boxes)\n",
    "sorted_boxes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1, y1, x2, y2 = sorted_boxes[0][-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2b6254f668>"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image[y1: y2, x1:x2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(823, 1183, 3)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "268361"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import glob\n",
    "wikis = glob.glob('wiki/*.png')\n",
    "len(wikis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'wiki/ternyata memberi.png'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikis[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2b685bf780>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAABdCAYAAABegCYaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAY+klEQVR4nO2df5AU1bXHv6d7Znb5ld2FsISwCIESEcHIjxXwJZZgIou+SMoYhbKAekCtURQtk7ySWCWxSIIPqyyIvBioJZRJfIj63kOKWkQ0JpVQCWEJhCX89gkRFBb5IQuyOzPd5/0xfS/dszM7v3d6h/Opmpo7t2/fe7qn+9zT5557m5gZgiAIQmlhFFsAQRAEIf+IchcEQShBRLkLgiCUIKLcBUEQShBR7oIgCCWIKHdBEIQSpCDKnYjqiOgQER0loqcL0YYgCIKQHMp3nDsRmQAOA/gmgBMAdgKYxcz789qQIAiCkJRCWO63AjjKzP/HzGEArwGYUYB2BEEQhCQUQrkPAvCR6/cJJ08QBEHoIgLFapiI6gHUA0CvXr3Gjxw5sliiCIIgdEt27dr1KTP3T7StEMr9JIDBrt81Tp4HZl4DYA0ATJgwgZuamgogiiAIQulCRMeTbSuEW2YngOuJ6CtEFAIwE8CmArQjCIIgJCHvljszR4noMQBbAZgAfsXM/8h3O4IgCEJyCuJzZ+ZGAI2FqFsQBEFIjcxQFQRBKEFEuQuCIJQgotwFQRBKEFHugiAIJYgod0EQhBJElLsgCNcMlmWBmWHbdodt+V5EsdiIchcE4ZrBNE0QEQyjo+ojIgDAyy+/jL179wIAbNvutkq/aGvLCIIgdDVuRa2UuZuFCxfiF7/4hS6bqBPoLnRfyQVBEDIkGo2CiBIqdiBmtStM0+wqsQqCKHdBEEoWt1slHA7j2WefRTQa9ZSxLEunz549q9PhcFinmbnbuWdEuQuCULIYhqGt9O985zvYvn07AoGAR8Er18uiRYtQVVWFtrY21NXVwTRNPPnkkwC652Br3l+zlw2y5K8gCIXCsiyYpqkHU8PhcAdf+vTp0/H222+joaEB8+fPh2VZuOeee7B161Zdh23bCAT8NUxJRLuYeUKibWK5C4JQ0pimiWnTpsG2bY8LBoi5be699168/fbbAICHH34YpmkiEolg69at2uoPBoO+U+ypEOUuCELJc9NNNwGIuWCU1a5cMxs3bsS8efNARLAsC+3t7SgvL8e8efPAzDq/u9G9uiJBEIQsuOGGG0BEeoBVfVTkTENDA2pqavDcc89pRb527VrU1NQAiHUE3c1yF5+7IAglz8GDBzFq1CgAV8MhgcSx7LZtd8hTs1r9Fh4pPndBEK5phg0bpq11pbjjZ6oqN407Bt5t4edbsaunCMuy9LII8e6fXIxvUe6CIJQ07igXpbgTTWIKBAJ6zZkVK1bocskmPOWKYRhgZixYsABATJGrDuTEiRNJ5UwXccsIglCyKKsbuKpMlQKPV5zKci4vL4dlWYhEIrBtG6FQqGDyKRna29sRDAbBzOjZsyfa29tx+PBhXH/99an2F7eMIAj+RhmayVZtzAYi0kpb1X/mzJmkZUOhkHaNlJeXY9myZXmRIxGhUEgr97KyMrz00ksYPHgw2tvbAQAjRozAlClTsq5flLsgCEXDrcTjF/Vi5g5LBWSD291hGAZaWloS+rKZ2bPkQG1tLZYsWVKw2anKWgdi8fULFy7EyZMnMXLkSADAqFGj8P7772ddvyh3QRCKhhrQDIVCqKioAHDVzz1y5EgsX77co3CzbUMpaNu2cerUqaRL/hqGAdu2UVZWhu3bt+fUbiqi0Sja29tRVVWFlStX6g7owIEDGD58OJqbm3N6ghHlLghCUTEMA5FIBJcuXYJpmti/fz+ICEeOHMEzzzyDsrKynK1n27Z1zPoHH3yQsnxbW5vuFAo1oKqs9nPnzqGsrEzLCQBHjx4FgJyWHBblLpQsSiGodUEA5GwFdoby1fohSKE7UVtb65k5OmLECDz11FNgZoRCIVRVVaV0z7j99YnOv2EYeiJTZ9eAe6ExILdolUxQ145bmee6lrwod6FkUTe5aZr6RinkLEPTNPPmJ75WsCwL27dvx7Rp0wAAH3/8MQKBAF544QWsXLkS5eXlOHPmjCfGPF5527atffRKGavOXJVVbh5mRp8+fdKSq729vcv+T3V8+TQMRLkLJYtS6Bs2bMDjjz+OCxcuFPTNOslC7ITkmKaJQCCAxsZGnDp1CtXV1XrbI488grNnz3o6Z6Dj+VXbVESM8p3Hu1Ta2toAIC3lbhiGdgd1xaxUFSEUjUbz1pl0r8UShGuGTNfyiLfaWltbUVlZqbcTEVatWoW2tjbt38w3aiDwj3/8IyoqKjBu3LgOsyI7kz1+2nu8iyFfHVMh/MiWZXlmfmZD//79ddrtpkkHNVHJNE2tHOOP89ixYwCAfv36paxPLRYWCAQQiUT0BKds/4NU51w9eRw6dAhjxozRTyO5tCmWu+BLlLWUrhWjbg4A2LVrF6qqqjzblQV26NAhHUecKalkUX7TqVOnora2Vv9Opezc5SKRiGcavGEYHsWZC+nKkw3K8rxw4ULe606FOj833ngjmBn19fUJX4J97tw5AECvXr3SqnfGjBkwTROTJ08GAP1fZCtjKogIY8aM0elcEeUu+JIdO3YgHA6nbb0ry6ixsVHfjI8//rh+1LVtG8OHD4dpmhlZ7u7XtP3zn//stGwgEMDatWv1fpFIJC0r2X2MwWAQra2tuO222/Db3/4WQO43eqLBRvdx5YNAIADDMNKyivMNM+PSpUs4ePAgmBkNDQ0Jy6hX6H3hC19I69gbGxthWRZ27drlGb/JBNVRHz9+POUxbN68WQ/oXr58GUCOT2vu5S+L9Rk/fjwLgpv6+nq2bTutsqrclStX2DAMBsC2bXfY37IsT/l067Ysi2+55RY2DCNl+WPHjjEABsD3338/R6PRtNtYu3YtExED0McxdOjQtGXtjA8//JABMBFxZWUlM189H/kknXNUCCzL0ucuGAwm3G6aJhMRnz17Nq1rIBAI6P9S1ZENd9xxh64jGbZt89mzZ3WbtbW1zMwciUQ63Q9AEyfRq0VX7CzKXXAIh8PMzLxy5Uq2LCsjJcwcUyyGYXB7e3te5aqvr9fKljl556BuxKlTpzIRcVlZWcKy7k5G7RMKhdg0Ta1MVHuGYfCLL76oy6v60lU0lmVxU1OTrlcp+CFDhmR8flNx5syZlEqsUFiWxY2NjfocJurY1fGn0+EyxzpE0zTZMIysFfvSpUsZAAcCAZ2X6LyrvNmzZ2s50/l/RLkL3QbLsjKy/pTCe+uttzw3UL6IRqP6ZgsGgymVq23bfOXKFW1FJkLtG4lEePfu3QxAK6Wf/vSnXF1d7VHGALilpaXD/p2hOsdXXnlFKxfVhuoE80kh/4NMcFvaibZlqqjj68u0Q3R3qO59k3X67ieQNOtPqtzF5y74AubYgJzyWStfZarp1ypCZcaMGQV5FZo7DM/9kodkvlC1qiDz1QiYeLnckRhjx44FEDv+PXv24Ec/+hFOnz6Nvn37evZRIYKZRE8QEebOnQvDMDyyK7/x0qVL06on3bYOHz6ctwW/MkGNqaRC/R/nz59Pu253BE8uqOtBKd5E4ygqQsi9Paa/s0OUu+AbDMNAfX09Xn/9dT3ImMmAkrop+vXrh7q6Otx3330YMWIEQqEQbr75Zk+5TFi/fn2H/ZLV4V6gipn1AFn8vm1tbfoG/sEPfoBoNIrRo0frMmrwz13nrbfe6uks4ifquBk9erRHmas2X3rpJR0P/uyzz+o68qGUw+EwDMPAe++9l1SuQqAGcwHgu9/9rud8K6MBiMW3ExG+973v6W3ucol47LHHAFwdgM50cPvdd9/VsqnwxnTorBNIm2QmfVd+xC0j2LbNmzZtytpdQETaTw3HDaEeb92fbHz5zIkfz+M/7sEvNTDGzNrHqx67mZnLy8uZiLhnz55sWVYHP3B7eztv2rTJ81gPgBctWqTbd6PqjUajnmPv379/h4Hk+fPna9fMj3/844T1ZYpt2/yHP/xBt3v69GlPu6r+ROct149bhkWLFjERJTyme+65J6HbJl5Ot6xr1671jLVkc57cbpa2tjaPvPHtMTNXVFR0jVuGiH5FRC1EtM+V15eIthHREee7ysknIvo5ER0lor1ENC77bke4liAiLFu2LGsL8ktf+pJnhmgiF0owGMw6tEy5f1avXp3UonK/yUdZ15ZlaTeMYRhob28HEelY+ytXrmDPnj0wTRPhcFjvHwgE8K1vfUuHbRqGgUAggFWrVnncPcoKNwwDe/fu7TD78vz587h8+bK2YKPRKBoaGvTqh8uWLfO4DLIlGo3i9ttv13UMGDAAS5Ys8Zy7QqKs4urqai2D2w0CAA8++KCe6NSnTx+95lBnslVXV+c8x0C1/7Of/QxlZWWIRCIJyyl5q6ur83O+kml910m5HcA4APtcecsBPO2knwbwH076bgBbABCASQB2pKqfxXIXHJBBlIAifnDshRde4EcffZTr6uq4trZWW0HuaJd0oyUUtm3zgw8+6Kkn0VOBYRgcDAb1NtM0PREwcFnh7qcMd5n4Jw53uWTtxsuQKE1EPHXqVH1MX//615mIeMCAAZ7jzAXbtnnKlClJZUsle64fwzBSDkamc94S5eVyfhYuXKiPX8mX7FwQkb4G0gG5RssAGBqn3A8BGOikBwI45KRXA5iVqFxnH1Hugm3b+oI/cuQIM2euhJPVy3w1FE6lM8GyLF63bl0HZdmZAlNuD3eEinufsWPH8vLlyzut090JqPoStafKqf3b2tq4srIyaV3udDQa5Wg0mpeYd1XH7NmzPcfeFYo9/ty7/3s3K1asSNjhxucRkSdP1ZeNgt+yZUuHDiPRf6nkICLtLktFIZT7BVea1G8AmwF8zbXtPQATUtUvyl1gvmpVLV68WOflonSi0ai+GYcPH84LFixg5swtMNu2PRNaEimDeOXivqHjrbYlS5bo41q9erWOcU+mAFXbK1eu9Cj5RFbgtm3bdKe4bNkyXTa+fiLi48ePp5wkkw3q2JI9nRRauU+ZMoWZE08AsiyLJ06cqDtD91OWuy739sGDB3uuhUyprKz0PJElUuzBYNDzP7nPY2cUVLk7v89zhsodQD2AJgBN1113XcYnTCg94h+DmXNzFUQiEW5oaPDUmc2A6q9//WutPDqTKZmijB9sdeczX31CiS9j27ZnQlZnk1/cA6rJynz00Ufc2NjIGzZs4HA4rNvL12Qm98Cybdt6UlpX4j4fnR1Xusec6zFs2bLFM2u6s7bjlXk6T66dKfdsV4U8TUQDmfkTIhoIoMXJPwlgsKtcjZPXAWZeA2ANAEyYMIGzlEMoEZhZD7wxs169MZ2BJbWvuqjVwGV5ebkuM2PGDADph1ZalqVDCOfMmePZN5lMgUBA7+eGiBKukRMfdx5fhpwXNseXT1SHki3R2ieqTE1NjX4bUaLtuaLqUceh3jTUlaSahxBfLhWZHoP7GgSA6dOnd2gzWdvxMue61HC2w8CbAMx10nMBvOXKn+NEzUwC8Bkzf5KThMI1ARHhiSee0JEFPXr0wLZt2wBcXadb4U67sSwL9913HwzDQO/evfWNOWbMGGzcuDEjedSNNWjQIH0z3nTTTZ3uozoZ4dqFXKtRXrhwQV9HX/7yl7telmQ3ii5AtB7AHQC+COA0gCUANgJ4HcB1AI4DeICZz1Hsyl4FoA7A5wD+jZmbUgkxYcIEbmpKWUwocaLRKILBIEKhkOdVaIMGDcJDDz2EmpoafP7552hpacHFixfR3NyMgwcP4rPPPtNlA4GADoNkZnz729/Gm2++2eH1aZnIA8Ru2t27d+OrX/1qp/uEw2GPtS1cmzCznt1sWRa2bt2Ku+66K+/tENEuZp6QcFsq5d4ViHIX3Lgfrd2x6/HXqjvPXRYAysrK9Jt3gMysambGq6++qt0xzIyRI0fiwIEDae1bVlZW0He1Cv7mnXfeQV1dnVbwffv21a8PzDedKXdZfkDwDUpRJzI4VJ5bQbvLqTVXKisrceTIEY9ij98P8L48IX7i1Pr16zF79myP73T//v1pHYPqZL7xjW/oySrFWG9FKBzKr+7+7U5PmzZNu2Ns28axY8cK+u7eZIhyF3yDe+ZlJBLBzp07MWnSJE+ZZBb4Aw88gJMnT+L8+fMYNmxY2ouIud9yZNs2Ll68iDlz5ngGt5YvX56W1a/8rZZl4fe//z1uu+02APl7PZ7gD9TAf/wM10uXLnkWmQOA73//++jZs2dxBE0WRtOVH4lzF9xhge6QsHA4nHCp1ERhfLZtpz3xKT6EcMGCBToGWcUak/Nih/h2OmPbtm0MgCdOnKhlycdkLME/xF879fX1CecljB49Wi8BXSggS/4KfscdFui2dIPBoMdqjg+3c/vdiUiHLyqXSDILnojwpz/9CZMmTQIRYd26dZ4XbAPAD3/4Q730bjqWu2VZuPPOO7Fnzx785S9/0Y/muYa0Cf6AmfX19Oc//xlTp04FEWHNmjWectFoFPX19WhubgYReUJyu5KudwQJQo6w45qJRqN47rnn8JOf/MTjXqmoqEBraysikQhM09SLdwExF8nzzz+PxYsX69+AtxOoqKjAxx9/jB49emQkl2rLvbywUBqo+Qu/+c1vMG/ePD1YCsQMkEgkosdbWltbPWv6Fwux3IVuh/LNz5o1C88//zwAIBQKaf9na2srAoEAbrzxRl1WvQgBAB5++GEsXboU48eP19uICEOGDEFjYyM+/fTTrKwtd11CaaEU+cyZM/Haa69h8uTJ2iCIRCIYOHAg3njjDTAzevfurdfzLyYSCil0O9xvI3LP+otGo9i5cycmT54MZsbo0aPR3Nyslb5y4di27YlmUIOgpml6yuYil1BauK+PRP9xsf57CYUUSgr3TaQmLKl10idOnIh9+2KvHmhubgbgXU9c+eXj63K/QSlby1sUe+nivj4S4cf/XnzuQrdGWVPA1civUaNGeV6WocoJwrWEL9wyRNSK2Nrv3YUvAvi02EKkSXeSFRB5C0l3khXoXvIWS9YhzJzwLd5+sdwPJfMb+REiauou8nYnWQGRt5B0J1mB7iWvH2X1n6NIEARByBlR7oIgCCWIX5T7mtRFfEV3krc7yQqIvIWkO8kKdC95fSerLwZUBUEQhPziF8tdEARByCNFV+5EVEdEh4joKBE9XWx5AICIfkVELUS0z5XXl4i2EdER57vKySci+rkj/14iGtfFsg4moveJaD8R/YOInvCrvERUTkR/JaK/O7I+5+R/hYh2ODJtIKKQk1/m/D7qbB/aVbLGyW0S0W4i2ux3eYnoGBE1E9EeImpy8nx3LTjtVxLRm0R0kIgOENFkH8t6g3NO1eciET3pV3kBFHfJXwAmgA8ADAMQAvB3AKOKKZMj1+0AxgHY58pbDuBpJ/00gP9w0ncD2AKAAEwCsKOLZR0IYJyT7gPgMIBRfpTXabO3kw4C2OHI8DqAmU7+LwE84qQfBfBLJz0TwIYiXQ9PAfgvAJud376VF8AxAF+My/PdteC0/wqABU46BKDSr7LGyW0COAVgiJ/lLcrJcZ2kyQC2un4vBrC4mDK5ZBkap9wPARjopAciFpsPAKsBzEpUrkhyvwXgm36XF0BPAH8DMBGxyR+B+GsCwFYAk510wClHXSxnDYD3AEwFsNm5Wf0sbyLl7rtrAUAFgA/jz48fZU0g+10Atvtd3mK7ZQYB+Mj1+4ST50cGMPMnTvoUgAFO2jfH4LgBxiJmEftSXsfFsQdAC4BtiD25XWDmaAJ5tKzO9s8A9OsqWR1WAPh3AOpdef3gb3kZwDtEtIuI6p08P14LXwFwBsA6x+XVQES9fCprPDMBrHfSvpW32Mq9W8KxrthXYUZE1BvAfwN4kpkvurf5SV5mtpj5FsQs4lsBjCyySEkhon8F0MLMu4otSwZ8jZnHAZgOYCER3e7e6KNrIYCY6/NlZh4L4DJibg2Nj2TVOOMr9wJ4I36b3+QttnI/CWCw63eNk+dHThPRQABwvluc/KIfAxEFEVPsrzLz/zjZvpUXAJj5AoD3EXNrVBKRWgrDLY+W1dleAeBsF4r5LwDuJaJjAF5DzDWz0sfygplPOt8tAP4XsQ7Uj9fCCQAnmHmH8/tNxJS9H2V1Mx3A35j5tPPbt/IWW7nvBHC9E30QQuxxZ1ORZUrGJgBznfRcxHzbKn+OMzo+CcBnrse0gkNEBGAtgAPM/KKf5SWi/kRU6aR7IDY2cAAxJX9/ElnVMdwP4HeOddQlMPNiZq5h5qGIXZu/Y+aH/CovEfUioj4qjZhveB98eC0w8ykAHxHRDU7WnQD2+1HWOGbhqktGyeVPeYsxIBE3OHE3YhEeHwB4ptjyODKtB/AJgAhiFsZ8xHyn7wE4AuBdAH2dsgTgPx35mwFM6GJZv4bYo+BeAHucz91+lBfAzQB2O7LuA/Cskz8MwF8BHEXscbfMyS93fh91tg8r4jVxB65Gy/hSXkeuvzuff6j7yY/XgtP+LQCanOthI4Aqv8rqyNALsSexCleeb+WVGaqCIAglSLHdMoIgCEIBEOUuCIJQgohyFwRBKEFEuQuCIJQgotwFQRBKEFHugiAIJYgod0EQhBJElLsgCEIJ8v98oc15JsgdTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_ = cv2.cvtColor(cv2.imread(wikis[-1]), cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]],\n",
       "\n",
       "       [[254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]],\n",
       "\n",
       "       [[254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[249, 249, 249],\n",
       "        [252, 252, 252],\n",
       "        [254, 254, 254],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]],\n",
       "\n",
       "       [[248, 248, 248],\n",
       "        [253, 253, 253],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]],\n",
       "\n",
       "       [[248, 248, 248],\n",
       "        [253, 253, 253],\n",
       "        [252, 252, 252],\n",
       "        ...,\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254],\n",
       "        [254, 254, 254]]], dtype=uint8)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[y1: y2, x1:x2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HysterThresh:    \n",
    "    def __init__(self, img):\n",
    "        img = cv2.normalize(img, None, 0, 255, cv2.NORM_MINMAX)\n",
    "        img = 255 - img\n",
    "        img = (img - np.min(img)) / (np.max(img) - np.min(img)) * 255        \n",
    "        hist, bins = np.histogram(img.ravel(), 256, [0,256])\n",
    "        \n",
    "        self.high = np.argmax(hist) + 65\n",
    "        self.low = np.argmax(hist) + 45\n",
    "        self.diff = 255 - self.high\n",
    "        \n",
    "        self.img = img\n",
    "        self.im = np.zeros(img.shape, dtype=img.dtype)\n",
    "        self.hyster()\n",
    "        \n",
    "    def hyster_rec(self, r, c):\n",
    "        h, w = self.img.shape\n",
    "        for ri in [r-1, r+1]:\n",
    "            for ci in [c-1, c+1]:\n",
    "                if (h > ri >= 0\n",
    "                    and w > ci >= 0\n",
    "                    and self.im[ri, ci] == 0\n",
    "                    and self.high > self.img[ri, ci] >= self.low):                    \n",
    "                    self.im[ri, ci] = self.img[ri, ci] + self.diff\n",
    "                    self.hyster_rec(ri, ci)                \n",
    "                    \n",
    "    def hyster(self):\n",
    "        r, c = self.img.shape\n",
    "        for ri in range(r):\n",
    "            for ci in range(c):\n",
    "                if (self.img[ri, ci] >= self.high):\n",
    "                    self.im[ri, ci] = 255\n",
    "                    self.img[ri, ci] = 255\n",
    "                    self.hyster_rec(ri, ci)\n",
    "                    \n",
    "        implt(self.im, 'gray', 'Hister Thresh')\n",
    "\n",
    "\n",
    "def binary_otsu_norm(img):    \n",
    "    return cv2.threshold(img, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1]\n",
    "\n",
    "\n",
    "def bilateral_norm(img):\n",
    "    img = cv2.bilateralFilter(img, 9, 15, 30)\n",
    "    return cv2.normalize(img, None, 0, 255, cv2.NORM_MINMAX)\n",
    "\n",
    "\n",
    "def histogram_norm(img):\n",
    "    img = bilateral_norm(img)\n",
    "    add_img = 255 - cv2.threshold(img, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1]\n",
    "    img = 255 - img\n",
    "    img = (img - np.min(img)) / (np.max(img) - np.min(img)) * 255        \n",
    "    hist, bins = np.histogram(img.ravel(), 256, [0,256])\n",
    "    \n",
    "    img = img.astype(np.uint8)\n",
    "\n",
    "    ret,thresh4 = cv2.threshold(img,np.argmax(hist)+10,255,cv2.THRESH_TOZERO)\n",
    "    return add_img\n",
    "    return cv2.add(add_img, thresh4, dtype=cv2.CV_8UC1)\n",
    "\n",
    "def normalization2(img):    \n",
    "    implt(255 - img, 'gray', 'Original')   \n",
    "    implt(255 - bilateral_norm(img), 'gray', 'Bilateral')\n",
    "    implt(255 - binary_otsu_norm(img), 'gray', 'Binary OTSU')\n",
    "    implt(histogram_norm(img), 'gray', 'Binary OTSU + (Filter + TO_ZERO)')\n",
    "    HysterThresh(cv2.bilateralFilter(img, 10, 10, 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "histogram_norm(image[y1: y2, x1:x2, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "implt(histogram_norm(image[y1: y2, x1:x2, 0]), 'gray', 'Binary OTSU + (Filter + TO_ZERO)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "implt(cv2.bitwise_not(image_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.ndimage.interpolation import map_coordinates\n",
    "from scipy.ndimage.filters import gaussian_filter\n",
    "\n",
    "def elastic_transform(image, alpha, sigma, alpha_affine, random_state=None):\n",
    "    if random_state is None:\n",
    "        random_state = np.random.RandomState(None)\n",
    "\n",
    "    shape = image.shape\n",
    "    shape_size = shape[:2]\n",
    "    \n",
    "    blur_size = int(4*sigma) | 1\n",
    "    dx = alpha * cv2.GaussianBlur((random_state.rand(*shape) * 2 - 1),\n",
    "                                  ksize=(blur_size, blur_size),\n",
    "                                  sigmaX=sigma)\n",
    "    dy = alpha * cv2.GaussianBlur((random_state.rand(*shape) * 2 - 1),\n",
    "                                  ksize=(blur_size, blur_size),\n",
    "                                  sigmaX=sigma)\n",
    "\n",
    "    x, y = np.meshgrid(np.arange(shape[1]), np.arange(shape[0]))\n",
    "    indices = np.reshape(y+dy, (-1, 1)), np.reshape(x+dx, (-1, 1))\n",
    "\n",
    "    image =  map_coordinates(image, indices, order=1, mode='constant').reshape(shape)\n",
    "    \n",
    "    implt(image, 'gray')\n",
    "    \n",
    "    # Random affine\n",
    "    center_square = np.float32(shape_size) // 2\n",
    "    print(center_square)\n",
    "    square_size = min(shape_size) // 4\n",
    "    pts1 = np.float32([center_square + square_size,\n",
    "                       [center_square[0]+square_size, \n",
    "                        center_square[1]-square_size],\n",
    "                       center_square - square_size])\n",
    "    pts2 = pts1 + random_state.uniform(-alpha_affine, alpha_affine, size=pts1.shape).astype(np.float32)\n",
    "    M = cv2.getAffineTransform(pts1, pts2)\n",
    "    image = cv2.warpAffine(image, M, shape_size[::-1], borderMode=cv2.BORDER_CONSTANT)\n",
    "\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 66. 241.]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = cv2.bitwise_not(image_)[:,:,0]\n",
    "im = im[:, np.min(np.where(im > 0)[1]) - 10:]\n",
    "implt(elastic_transform(im, im.shape[1] * 5, im.shape[1] * 0.2, im.shape[1] * 0.001), 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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